Learning Traffic as Images: A Deep Convolutional Neural Network for Large-Scale Transportation Network Speed Prediction

Short-term highway traffic flow prediction based on a hybrid strategy considering temporal-spatial information

(2016) Linchao Li et al.   JOURNAL OF ADVANCED TRANSPORTATION

Short-term traffic flow prediction with linear conditional Gaussian Bayesian network

(2016) Zheng Zhu et al.   JOURNAL OF ADVANCED TRANSPORTATION

A distributed spatial–temporal weighted model on MapReduce for short-term traffic flow forecasting

(2016) Dawen Xia et al.   NEUROCOMPUTING

Multiple measures-based chaotic time series for traffic flow prediction based on Bayesian theory

(2016) Yongfu Li et al.   NONLINEAR DYNAMICS

Urban traffic flow forecasting through statistical and neural network bagging ensemble hybrid modeling

(2015) Fabio Moretti et al.   NEUROCOMPUTING

Long short-term memory neural network for traffic speed prediction using remote microwave sensor data

(2015) Xiaolei Ma et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Large-Scale Transportation Network Congestion Evolution Prediction Using Deep Learning Theory

(2015) Xiaolei Ma et al.   PLoS One

Deep Architecture for Traffic Flow Prediction: Deep Belief Networks With Multitask Learning

(2014) Wenhao Huang et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Traffic Flow Prediction With Big Data: A Deep Learning Approach

(2014) Yisheng Lv et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Spatiotemporal Patterns in Large-Scale Traffic Speed Prediction

(2014) Muhammad Tayyab Asif et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

3D Convolutional Neural Networks for Human Action Recognition

(2012) Shuiwang Ji et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Dynamic near-term traffic flow prediction: system-oriented approach based on past experiences

(2012) H. Chang et al.   IET Intelligent Transport Systems

Data-Driven Intelligent Transportation Systems: A Survey

(2011) Junping Zhang et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Traffic flow forecasting by seasonal SVR with chaotic simulated annealing algorithm

(2011) Wei-Chiang Hong   NEUROCOMPUTING

Statistical methods versus neural networks in transportation research: Differences, similarities and some insights

(2010) M.G. Karlaftis et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Online-SVR for short-term traffic flow prediction under typical and atypical traffic conditions

(2008) Manoel Castro-Neto et al.   EXPERT SYSTEMS WITH APPLICATIONS